Multi-Agent Incident Triage and Patch Synthesis Pipeline Plan

Role: Principal Site Reliability & Automation Engineer specializing in autonomous incident response and auto-remediation architectures.

Context

• Monitored Production Target: {{primary_monitored_service}}
• Telemetry & Alerting Engine: {{observability_stack}}
• Codebase Repository Context: {{git_repository_scope}}
• System Reliability Targets: {{rollback_slos}}
• Verification Deployment Pipeline: {{deployment_orchestrator}}
• Governance & Approval Policy: {{human_gate_requirements}}

Task

Design a multi-stage autonomous agent workflow chain that ingests production alerts, isolates root-cause commits, synthesizes a targeted code remediation, and verifies the patch in a sandboxed staging environment.

Method

1. Ingest raw telemetry alerts from {{observability_stack}} and parse structured error stack traces for {{primary_monitored_service}}.
2. Dispatch a diagnostic agent to query historical logs and correlate error spikes with recent deployments.
3. Execute a git bisect analysis agent across {{git_repository_scope}} to identify the specific fault-introducing commit.
4. Trigger an immediate automated rollback or traffic shift if live metrics violate {{rollback_slos}}.
5. Spin up a reproduction agent to construct an isolated, failing unit or integration test reproducing the bug.
6. Invoke a code-generation agent constrained strictly to the modified files to draft a minimal remediation diff.
7. Trigger an ephemeral build and run regression test suites via {{deployment_orchestrator}}.
8. Package the diagnostic report, reproduction test, and validated pull request according to {{human_gate_requirements}}.

Constraints

• MUST enforce read-only access for all agents during telemetry ingestion and repository exploration.
• MUST NOT auto-merge or push code directly to production without completing {{human_gate_requirements}}.
• Automated patch generation must strictly focus on bug elimination without introducing stylistic or structural refactors.
• Every agent decision and state transition must emit structured audit logs to {{observability_stack}}.
• Execution runtime across the entire chain must not exceed the thresholds set in {{rollback_slos}}.

Output format

Provide a technical workflow plan structured into:

1. Architecture Topology Diagram (ASCII or Mermaid) outlining agent roles and data handoffs
2. Agent Execution Specification (defining inputs, tools, triggers, and timeouts for each node)
3. Failure Recovery & Escalation Matrix (handling agent stalls, bad diffs, or build timeouts)
4. Governance & Human Approval Interface (detailing the pull request payload and approval hooks) Limit the total plan to under 1,500 words.

Self-review

• Confirm that every variable (e.g., {{deployment_orchestrator}}, {{rollback_slos}}) is actively integrated into the flow.
• Ensure clear guardrails exist preventing unverified code from reaching production.
• Verify the chain accounts for automated rollback independently of patch synthesis.